The Effectiveness of Data Augmentation in Image Classification using Deep Learning

13 December 2017

Papers citing "The Effectiveness of Data Augmentation in Image Classification using Deep Learning"

50 / 566 papers shown

Title
Improving Deep Learning-based Automatic Cranial Defect Reconstruction by Heavy Data Augmentation: From Image Registration to Latent Diffusion Models Marek Wodzinski K. Kwarciak Mateusz Daniol D. Hemmerling DiffM MedIm 61 6 0 10 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 112 2 0 10 Jun 2024
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN) Aditya Raj Verma Gagandeep Singh Karnim Meghwal Banawath Ramji P. Dadheech 38 5 0 06 Jun 2024
Dynamically enhanced static handwriting representation for Parkinson's disease detection Moisés Díaz M. A. Ferrer-Ballester D. Impedovo G. Pirlo G. Vessio 56 87 0 22 May 2024
FLARE up your data: Diffusion-based Augmentation Method in Astronomical Imaging Mohammed Talha Alam Raza Imam Mohsen Guizani Fakhri Karray 87 3 0 22 May 2024
Transparency Distortion Robustness for SOTA Image Segmentation Tasks Volker Knauthe Arne Rak Tristan Wirth Thomas Pollabauer Simon Metzler Arjan Kuijper Dieter W. Fellner 75 2 0 21 May 2024
Abnormal Respiratory Sound Identification Using Audio-Spectrogram Vision Transformer Whenty Ariyanti Kai-Chun Liu Kuan-Yu Chen Yu Tsao MedIm 47 2 0 14 May 2024
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol Wei-Han Wang Chin-Yuan Yeh Hsi-Wen Chen De-Nian Yang Ming-Syan Chen 82 0 0 01 May 2024
A Survey of Deep Long-Tail Classification Advancements Charika De Alvis Suranga Seneviratne 98 2 0 24 Apr 2024
A Computer Vision-Based Quality Assessment Technique for the automatic control of consumables for analytical laboratories Meriam Zribi Paolo Pagliuca Francesca Pitolli 40 2 0 16 Apr 2024
Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation Shangqing Liu Wei Ma Jian-Xun Wang Xiaofei Xie Rui-Lin Feng Yang Liu AAML 64 7 0 15 Apr 2024
Self-Supervised Learning of Color Constancy M. Ernst F. M. López A. Aubret Roland W. Fleming Jochen Triesch 75 1 0 11 Apr 2024
Reproducibility and Geometric Intrinsic Dimensionality: An Investigation on Graph Neural Network Research Tobias Hille Maximilian Stubbemann Tom Hanika AI4CE 60 0 0 13 Mar 2024
Rethinking Classifier Re-Training in Long-Tailed Recognition: A Simple Logits Retargeting Approach Han Lu Siyu Sun Yichen Xie Liqing Zhang Xiaokang Yang Junchi Yan 76 2 0 01 Mar 2024
Endowing Pre-trained Graph Models with Provable Fairness Zhongjian Zhang Mengmei Zhang Yue Yu Cheng Yang Jiawei Liu Chuan Shi 48 9 0 19 Feb 2024
Understanding Test-Time Augmentation Masanari Kimura ViT 76 30 0 10 Feb 2024
TaE: Task-aware Expandable Representation for Long Tail Class Incremental Learning Linjie Li S. Liu Zhenyu Wu JI yang CLL 68 0 0 08 Feb 2024
Learning Universal Predictors Jordi Grau-Moya Tim Genewein Marcus Hutter Laurent Orseau Grégoire Delétang ... Anian Ruoss Wenliang Kevin Li Christopher Mattern Matthew Aitchison J. Veness 89 16 0 26 Jan 2024
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter Dongmyoung Lee Wei Chen Nicolás Rojas 46 2 0 24 Jan 2024
Closing the Gap between TD Learning and Supervised Learning -- A Generalisation Point of View Raj Ghugare Matthieu Geist Glen Berseth Benjamin Eysenbach OffRL 92 21 0 20 Jan 2024
$Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-$\mathrm{M^2}$DF)$ Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP- $\mathrm{M^2}$ DF) Fei-Yu Guo YiKang Wang Han Qi WenPing Jin Li Zhu 85 2 0 16 Jan 2024
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards Elias Arbash Margret Fuchs Behnood Rasti S. Lorenz Pedram Ghamisi R. Gloaguen 41 5 0 12 Jan 2024
Lightweight Fish Classification Model for Sustainable Marine Management: Indonesian Case F. Kurniawan G. B. Satrya Firuz Kamalov 34 0 0 04 Jan 2024
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling Himmet Toprak Kesgin M. Amasyalı 117 7 0 03 Jan 2024
Evaluation of Barlow Twins and VICReg self-supervised learning for sound patterns of bird and anuran species Fábio Felix Dias M. Ponti Mílton Cezar Ribeiro R. Minghim SSL 33 0 0 18 Dec 2023
Augmenty: A Python Library for Structured Text Augmentation Kenneth Enevoldsen 33 0 0 09 Dec 2023
Golden Gemini is All You Need: Finding the Sweet Spots for Speaker Verification Tianchi Liu Kong Aik Lee Qiongqiong Wang Haizhou Li VLM 146 15 0 06 Dec 2023
Long-Tail Learning with Rebalanced Contrastive Loss Charika De Alvis Dishanika Denipitiyage Suranga Seneviratne 107 1 0 04 Dec 2023
$Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\mathbf{M^2}$C)$ Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP $\mathbf{M^2}$ C) Fei-Yu Guo Li Zhu YiKang Wang Han Qi 96 2 0 02 Dec 2023
CRAFT: Contextual Re-Activation of Filters for face recognition Training Aman Bhatta Domingo Mery Haiyu Wu Kevin W. Bowyer CVBM 66 2 0 29 Nov 2023
Two Scalable Approaches for Burned-Area Mapping Using U-Net and Landsat Imagery Ian Mancilla-Wulff Jaime Carrasco Cristobal Pais Alejandro Miranda Andrés Weintraub 13 2 0 29 Nov 2023
Portuguese FAQ for Financial Services Paulo Finardi Wanderley M. Melo Edgard D. Medeiros Neto Alex F. Mansano Pablo B. Costa Vinicius Fernandes Caridá 69 0 0 19 Nov 2023
Large Language Models are Few-Shot Training Example Generators: A Case Study in Fallacy Recognition Tariq Alhindi Smaranda Muresan Preslav Nakov HILM LRM 87 5 0 16 Nov 2023
Automated Annotation of Scientific Texts for ML-based Keyphrase Extraction and Validation O. Amusat Harshad B. Hegde Christopher J. Mungall Anna Giannakou Neil Byers Dan Gunter Kjiersten Fagnan Lavanya Ramakrishnan 46 2 0 08 Nov 2023
Tailoring Mixup to Data for Calibration Quentin Bouniot Pavlo Mozharovskyi Florence dÁlché-Buc 157 1 0 02 Nov 2023
SyncFusion: Multimodal Onset-synchronized Video-to-Audio Foley Synthesis Marco Comunità R. F. Gramaccioni Emilian Postolache Emanuele Rodolà Danilo Comminiello Joshua D. Reiss DiffM 65 17 0 23 Oct 2023
Promoting Generalization for Exact Solvers via Adversarial Instance Augmentation Haoyang Liu Yufei Kuang Jie Wang Xijun Li Yongdong Zhang Feng Wu AAML 80 7 0 22 Oct 2023
A Car Model Identification System for Streamlining the Automobile Sales Process Said Togru Marco Moldovan 79 0 0 19 Oct 2023
AugUndo: Scaling Up Augmentations for Unsupervised Depth Completion Yangchao Wu Tian Yu Liu Hyoungseob Park Stefano Soatto Dong Lao Alex Wong 110 11 0 15 Oct 2023
Defect Analysis of 3D Printed Cylinder Object Using Transfer Learning Approaches M. Ahsan Shivakumar Raman Zahed Siddique 67 1 0 12 Oct 2023
Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models Vishaal Udandarao Max F. Burg Samuel Albanie Matthias Bethge VLM 67 9 0 12 Oct 2023
Leveraging Low-Rank and Sparse Recurrent Connectivity for Robust Closed-Loop Control Neehal Tumma Mathias Lechner Noel Loo Ramin Hasani Daniela Rus 96 1 0 05 Oct 2023
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation Aman Khullar Daniel K. Nkemelu Cuong V. Nguyen Michael L. Best 77 5 0 04 Oct 2023
An easy zero-shot learning combination: Texture Sensitive Semantic Segmentation IceHrNet and Advanced Style Transfer Learning Strategy Zhiyong Yang Yuelong Zhu Xiaoqin Zeng Jun Zong Xiuheng Liu Ran Tao Xiaofei Cong Yufeng Yu VLM 47 1 0 30 Sep 2023
Reduce, Reuse, Recycle: Is Perturbed Data better than Other Language augmentation for Low Resource Self-Supervised Speech Models Asad Ullah Alessandro Ragano Andrew Hines 156 1 0 22 Sep 2023
Identification of pneumonia on chest x-ray images through machine learning Eduardo Augusto Roeder 20 0 0 21 Sep 2023
Pre-training on Synthetic Driving Data for Trajectory Prediction Yiheng Li Seth Z. Zhao Chenfeng Xu Chen Tang Chenran Li Mingyu Ding Masayoshi Tomizuka Wei Zhan 111 13 0 18 Sep 2023
Distributionally Robust Post-hoc Classifiers under Prior Shifts Jiaheng Wei Harikrishna Narasimhan Ehsan Amid Wenjun Chu Yang Liu Abhishek Kumar OOD 84 21 0 16 Sep 2023
Learning from Limited Heterogeneous Training Data: Meta-Learning for Unsupervised Zero-Day Web Attack Detection across Web Domains Peiyang Li Ye Wang Qi Li Zhuotao Liu Ke Xu Ju Ren Zhiying Liu Ruilin Lin AAML 113 8 0 07 Sep 2023
Fine-grained Recognition with Learnable Semantic Data Augmentation Yifan Pu Yizeng Han Yulin Wang Junlan Feng Chao Deng Gao Huang 101 29 0 01 Sep 2023